Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	9564
Missing cells	4636
Missing cells (%)	2.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	152.0 B

Variable types

Numeric	16
Categorical	3

Warnings

`koi_limbdark_mod` has constant value "Claret (2011 A&A 529 75) ATLAS LS"	Constant
`koi_period` is highly correlated with `koi_dor`	High correlation
`koi_time0bk` is highly correlated with `koi_time0`	High correlation
`koi_time0` is highly correlated with `koi_time0bk`	High correlation
`koi_impact` is highly correlated with `koi_ror`	High correlation
`koi_ror` is highly correlated with `koi_impact`	High correlation
`koi_dor` is highly correlated with `koi_period`	High correlation
`koi_ldm_coeff2` is highly correlated with `koi_ldm_coeff1`	High correlation
`koi_ldm_coeff1` is highly correlated with `koi_ldm_coeff2`	High correlation
`koi_parm_prov` is highly correlated with `koi_limbdark_mod`	High correlation
`koi_limbdark_mod` is highly correlated with `koi_parm_prov` and 1 other fields	High correlation
`koi_fittype` is highly correlated with `koi_limbdark_mod`	High correlation
`koi_impact` has 363 (3.8%) missing values	Missing
`koi_depth` has 363 (3.8%) missing values	Missing
`koi_ror` has 363 (3.8%) missing values	Missing
`koi_srho` has 321 (3.4%) missing values	Missing
`koi_prad` has 363 (3.8%) missing values	Missing
`koi_sma` has 363 (3.8%) missing values	Missing
`koi_incl` has 364 (3.8%) missing values	Missing
`koi_teq` has 363 (3.8%) missing values	Missing
`koi_insol` has 321 (3.4%) missing values	Missing
`koi_dor` has 363 (3.8%) missing values	Missing
`koi_limbdark_mod` has 363 (3.8%) missing values	Missing
`koi_ldm_coeff2` has 363 (3.8%) missing values	Missing
`koi_ldm_coeff1` has 363 (3.8%) missing values	Missing
`koi_period` is highly skewed (γ1 = 96.4593262)	Skewed
`koi_impact` is highly skewed (γ1 = 23.50594347)	Skewed
`koi_ror` is highly skewed (γ1 = 23.96809624)	Skewed
`koi_prad` is highly skewed (γ1 = 52.11895421)	Skewed
`koi_sma` is highly skewed (γ1 = 54.10548219)	Skewed
`koi_insol` is highly skewed (γ1 = 49.94777667)	Skewed
`koi_dor` is highly skewed (γ1 = 90.61673425)	Skewed
`koi_period` has unique values	Unique

Reproduction

Analysis started	2021-04-02 22:04:50.692672
Analysis finished	2021-04-02 22:05:18.074236
Duration	27.38 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

koi_period
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
UNIQUE

Distinct	9564
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	75.67135842
Minimum	0.241842544
Maximum	129995.7784
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	0.241842544
5-th percentile	0.7055094771
Q1	2.733684197
median	9.75283067
Q3	40.7151776
95-th percentile	371.5625005
Maximum	129995.7784
Range	129995.5366
Interquartile range (IQR)	37.9814934

Descriptive statistics

Standard deviation	1334.744046
Coefficient of variation (CV)	17.63869546
Kurtosis	9389.730946
Mean	75.67135842
Median Absolute Deviation (MAD)	8.521484388
Skewness	96.4593262
Sum	723720.872
Variance	1781541.668
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
225.26213	1	< 0.1%
0.933759404	1	< 0.1%
103.363691	1	< 0.1%
43.08410127	1	< 0.1%
27.25471993	1	< 0.1%
50.4467417	1	< 0.1%
5.06318803	1	< 0.1%
375.408923	1	< 0.1%
1.674690886	1	< 0.1%
0.715825886	1	< 0.1%
Other values (9554)	9554	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.241842544	1	< 0.1%
0.259819659	1	< 0.1%
0.293630085	1	< 0.1%
0.299697755	1	< 0.1%
0.306702491	1	< 0.1%

Value	Count	Frequency (%)
129995.7784	1	< 0.1%
2190.701035	1	< 0.1%
1693.663623	1	< 0.1%
1500.140677	1	< 0.1%
1500	1	< 0.1%

koi_time0bk
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	9538
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	166.1832508
Minimum	120.5159138
Maximum	1472.522306
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	120.5159138
5-th percentile	131.6994097
Q1	132.7617175
median	137.224595
Q3	170.6946035
95-th percentile	329.477865
Maximum	1472.522306
Range	1352.006392
Interquartile range (IQR)	37.932886

Descriptive statistics

Standard deviation	67.91895958
Coefficient of variation (CV)	0.4086991875
Kurtosis	25.00426527
Mean	166.1832508
Median Absolute Deviation (MAD)	5.364939
Skewness	3.682070085
Sum	1589376.611
Variance	4612.98507
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
131.94499	2	< 0.1%
131.895	2	< 0.1%
131.99239	2	< 0.1%
132.762	2	< 0.1%
133.2612	2	< 0.1%
133.404	2	< 0.1%
131.8211	2	< 0.1%
131.5337	2	< 0.1%
132.6891	2	< 0.1%
131.97492	2	< 0.1%
Other values (9528)	9544	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
120.5159138	1	< 0.1%
120.5659254	1	< 0.1%
121.1194228	1	< 0.1%
121.293771	1	< 0.1%
121.3585417	1	< 0.1%

Value	Count	Frequency (%)
1472.522306	1	< 0.1%
907.04471	1	< 0.1%
801.4552005	1	< 0.1%
746.1967676	1	< 0.1%
657.26877	1	< 0.1%

koi_time0
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7445
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2454999.183
Minimum	2454953.516
Maximum	2456305.522
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	2454953.516
5-th percentile	2454964.699
Q1	2454965.762
median	2454970.225
Q3	2455003.695
95-th percentile	2455162.478
Maximum	2456305.522
Range	1352.006
Interquartile range (IQR)	37.93275

Descriptive statistics

Standard deviation	67.91896004
Coefficient of variation (CV)	2.766557338 × 10⁵
Kurtosis	25.00425718
Mean	2454999.183
Median Absolute Deviation (MAD)	5.365
Skewness	3.682070068
Sum	2.347961219 × 10¹⁰
Variance	4612.985133
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2454964.817	10	0.1%
2454964.803	8	0.1%
2454964.797	8	0.1%
2454964.895	7	0.1%
2454965.123	7	0.1%
2454965.1	7	0.1%
2454964.831	7	0.1%
2454964.796	7	0.1%
2454964.991	7	0.1%
2454964.756	7	0.1%
Other values (7435)	9489	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2454953.516	1	< 0.1%
2454953.566	1	< 0.1%
2454954.119	1	< 0.1%
2454954.294	1	< 0.1%
2454954.359	1	< 0.1%

Value	Count	Frequency (%)
2456305.522	1	< 0.1%
2455740.045	1	< 0.1%
2455634.455	1	< 0.1%
2455579.197	1	< 0.1%
2455490.269	1	< 0.1%

koi_impact
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED

Distinct	2406
Distinct (%)	26.1%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	0.7351054777
Minimum	0
Maximum	100.806
Zeros	15
Zeros (%)	0.2%
Memory size	74.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.017
Q1	0.197
median	0.537
Q3	0.889
95-th percentile	1.251
Maximum	100.806
Range	100.806
Interquartile range (IQR)	0.692

Descriptive statistics

Standard deviation	3.34883202
Coefficient of variation (CV)	4.555580284
Kurtosis	599.0571169
Mean	0.7351054777
Median Absolute Deviation (MAD)	0.345
Skewness	23.50594347
Sum	6763.7055
Variance	11.2146759
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001	37	0.4%
0.025	36	0.4%
0.004	35	0.4%
0.022	32	0.3%
0.017	31	0.3%
0.015	28	0.3%
0.013	28	0.3%
0.008	28	0.3%
0.019	27	0.3%
0.021	26	0.3%
Other values (2396)	8893	93.0%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	0.2%
0.0006	1	< 0.1%
0.001	37	0.4%
0.0011	1	< 0.1%
0.0012	1	< 0.1%

Value	Count	Frequency (%)
100.806	1	< 0.1%
100.196	1	< 0.1%
99.85	1	< 0.1%
98.6021	1	< 0.1%
88.7243	1	< 0.1%

koi_duration
Real number (ℝ_≥0)

Distinct	7834
Distinct (%)	81.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.621606392
Minimum	0.052
Maximum	138.54
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	0.052
5-th percentile	1.252135
Q1	2.43775
median	3.7926
Q3	6.2765
95-th percentile	16.027
Maximum	138.54
Range	138.488
Interquartile range (IQR)	3.83875

Descriptive statistics

Standard deviation	6.471553737
Coefficient of variation (CV)	1.151192966
Kurtosis	64.12499518
Mean	5.621606392
Median Absolute Deviation (MAD)	1.6576
Skewness	5.928764864
Sum	53765.04353
Variance	41.88100777
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.15	6	0.1%
2.09	6	0.1%
2.71	6	0.1%
2	6	0.1%
1.55	6	0.1%
2.952	5	0.1%
2.752	5	0.1%
1.683	5	0.1%
2.469	5	0.1%
1.22	4	< 0.1%
Other values (7824)	9510	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.052	1	< 0.1%
0.1046	1	< 0.1%
0.167	1	< 0.1%
0.1866	1	< 0.1%
0.222	1	< 0.1%

Value	Count	Frequency (%)
138.54	1	< 0.1%
117.52	1	< 0.1%
90.95	1	< 0.1%
90.01	1	< 0.1%
88.1118	1	< 0.1%

koi_depth
Real number (ℝ_≥0)

MISSING

Distinct	2853
Distinct (%)	31.0%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	23792.45353
Minimum	0
Maximum	1540000
Zeros	1
Zeros (%)	< 0.1%
Memory size	74.8 KiB

Quantile statistics

Minimum	0
5-th percentile	47.6
Q1	160
median	421
Q3	1470
95-th percentile	172000
Maximum	1540000
Range	1540000
Interquartile range (IQR)	1310

Descriptive statistics

Standard deviation	82243.16102
Coefficient of variation (CV)	3.456691044
Kurtosis	38.4731925
Mean	23792.45353
Median Absolute Deviation (MAD)	327.4
Skewness	5.259032492
Sum	218914364.9
Variance	6763937535
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
134	25	0.3%
116	25	0.3%
126	23	0.2%
1030	22	0.2%
117	22	0.2%
1110	22	0.2%
1040	22	0.2%
120	22	0.2%
115	21	0.2%
1020	21	0.2%
Other values (2843)	8976	93.9%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.8	1	< 0.1%
1.7	1	< 0.1%
4.5	1	< 0.1%
5.9	1	< 0.1%

Value	Count	Frequency (%)
1540000	1	< 0.1%
922000	1	< 0.1%
907000	1	< 0.1%
902000	1	< 0.1%
894000	1	< 0.1%

koi_ror
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED

Distinct	8502
Distinct (%)	92.4%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	0.2836462862
Minimum	0.001289
Maximum	99.870651
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	0.001289
5-th percentile	0.006575
Q1	0.012341
median	0.021076
Q3	0.095348
95-th percentile	0.552011
Maximum	99.870651
Range	99.869362
Interquartile range (IQR)	0.083007

Descriptive statistics

Standard deviation	3.306558165
Coefficient of variation (CV)	11.65732931
Kurtosis	615.5176723
Mean	0.2836462862
Median Absolute Deviation (MAD)	0.011301
Skewness	23.96809624
Sum	2609.829479
Variance	10.9333269
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.009854	4	< 0.1%
0.029843	4	< 0.1%
0.009013	4	< 0.1%
0.010427	3	< 0.1%
0.012708	3	< 0.1%
0.013564	3	< 0.1%
0.01252	3	< 0.1%
0.029607	3	< 0.1%
0.023645	3	< 0.1%
0.010812	3	< 0.1%
Other values (8492)	9168	95.9%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.001289	1	< 0.1%
0.001881	1	< 0.1%
0.002073	1	< 0.1%
0.002284	1	< 0.1%
0.002516	1	< 0.1%

Value	Count	Frequency (%)
99.870651	1	< 0.1%
99.230606	1	< 0.1%
98.880386	1	< 0.1%
97.605156	1	< 0.1%
87.751617	1	< 0.1%

koi_srho
Real number (ℝ_≥0)

MISSING

Distinct	9002
Distinct (%)	97.4%
Missing	321
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%

Mean	9.164413809
Minimum	4 × 10⁵
Maximum	980.85419
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	4 × 10⁵
5-th percentile	0.015551
Q1	0.22925
median	0.95672
Q3	2.897175
95-th percentile	28.034941
Maximum	980.85419
Range	980.85415
Interquartile range (IQR)	2.667925

Descriptive statistics

Standard deviation	53.80796733
Coefficient of variation (CV)	5.871403065
Kurtosis	179.7338724
Mean	9.164413809
Median Absolute Deviation (MAD)	0.86919
Skewness	12.56040954
Sum	84706.67684
Variance	2895.297348
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06071	4	< 0.1%
0.0018	3	< 0.1%
0.08753	3	< 0.1%
0.00102	3	< 0.1%
0.00037	3	< 0.1%
0.0002	3	< 0.1%
0.00011	3	< 0.1%
0.02164	3	< 0.1%
0.0241	3	< 0.1%
2.86343	3	< 0.1%
Other values (8992)	9212	96.3%
(Missing)	321	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4 × 10⁵	2	< 0.1%
6 × 10⁵	1	< 0.1%
7 × 10⁵	1	< 0.1%
8 × 10⁵	1	< 0.1%
9 × 10⁵	2	< 0.1%

Value	Count	Frequency (%)
980.85419	1	< 0.1%
976.10132	1	< 0.1%
968.92084	1	< 0.1%
959.13239	1	< 0.1%
950.09515	1	< 0.1%

koi_fittype
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	74.8 KiB

LS+MCMC	7897
MCMC	1206
none	369
LS	92

Length

Max length	7
Median length	7
Mean length	6.457862819
Min length	2

Characters and Unicode

Total characters	61763
Distinct characters	8
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	LS+MCMC
2nd row	LS+MCMC
3rd row	LS+MCMC
4th row	LS+MCMC
5th row	LS+MCMC

Value	Count	Frequency (%)
LS+MCMC	7897	82.6%
MCMC	1206	12.6%
none	369	3.9%
LS	92	1.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
ls+mcmc	7897	82.6%
mcmc	1206	12.6%
none	369	3.9%
ls	92	1.0%

Most occurring characters

Value	Count	Frequency (%)
M	18206	29.5%
C	18206	29.5%
L	7989	12.9%
S	7989	12.9%
+	7897	12.8%
n	738	1.2%
o	369	0.6%
e	369	0.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	52390	84.8%
Math Symbol	7897	12.8%
Lowercase Letter	1476	2.4%

Most frequent character per category

Value	Count	Frequency (%)
M	18206	34.8%
C	18206	34.8%
L	7989	15.2%
S	7989	15.2%

Value	Count	Frequency (%)
n	738	50.0%
o	369	25.0%
e	369	25.0%

Value	Count	Frequency (%)
+	7897	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	53866	87.2%
Common	7897	12.8%

Most frequent character per script

Value	Count	Frequency (%)
M	18206	33.8%
C	18206	33.8%
L	7989	14.8%
S	7989	14.8%
n	738	1.4%
o	369	0.7%
e	369	0.7%

Value	Count	Frequency (%)
+	7897	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61763	100.0%

Most frequent character per block

Value	Count	Frequency (%)
M	18206	29.5%
C	18206	29.5%
L	7989	12.9%
S	7989	12.9%
+	7897	12.8%
n	738	1.2%
o	369	0.6%
e	369	0.6%

koi_prad
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	2988
Distinct (%)	32.5%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	102.8917781
Minimum	0.08
Maximum	200346
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	0.08
5-th percentile	0.76
Q1	1.4
median	2.39
Q3	14.93
95-th percentile	87.21
Maximum	200346
Range	200345.92
Interquartile range (IQR)	13.53

Descriptive statistics

Standard deviation	3077.639126
Coefficient of variation (CV)	29.9114194
Kurtosis	2974.910711
Mean	102.8917781
Median Absolute Deviation (MAD)	1.31
Skewness	52.11895421
Sum	946707.25
Variance	9471862.591
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.08	39	0.4%
1.21	39	0.4%
1.19	39	0.4%
1.18	38	0.4%
1.5	37	0.4%
1.14	36	0.4%
1.39	36	0.4%
1.12	36	0.4%
1.57	36	0.4%
1.3	35	0.4%
Other values (2978)	8830	92.3%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08	1	< 0.1%
0.14	1	< 0.1%
0.18	1	< 0.1%
0.19	1	< 0.1%
0.22	1	< 0.1%

Value	Count	Frequency (%)
200346	1	< 0.1%
161858	1	< 0.1%
109061	1	< 0.1%
64333.8	1	< 0.1%
46743.4	1	< 0.1%

koi_sma
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	3796
Distinct (%)	41.3%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	0.2239887404
Minimum	0.0059
Maximum	44.9892
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	0.0059
5-th percentile	0.0152
Q1	0.0377
median	0.0851
Q3	0.2144
95-th percentile	1.0187
Maximum	44.9892
Range	44.9833
Interquartile range (IQR)	0.1767

Descriptive statistics

Standard deviation	0.5663594025
Coefficient of variation (CV)	2.528517289
Kurtosis	4243.011046
Mean	0.2239887404
Median Absolute Deviation (MAD)	0.0589
Skewness	54.10548219
Sum	2060.9204
Variance	0.3207629729
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0203	21	0.2%
0.0136	20	0.2%
0.0163	18	0.2%
0.0128	17	0.2%
0.0153	17	0.2%
0.0147	16	0.2%
0.0276	16	0.2%
0.0134	16	0.2%
0.0241	16	0.2%
0.0155	15	0.2%
Other values (3786)	9029	94.4%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0059	1	< 0.1%
0.0065	2	< 0.1%
0.0072	1	< 0.1%
0.0073	1	< 0.1%
0.008	2	< 0.1%

Value	Count	Frequency (%)
44.9892	1	< 0.1%
2.9456	1	< 0.1%
2.8364	1	< 0.1%
2.634	1	< 0.1%
2.4144	1	< 0.1%

koi_incl
Real number (ℝ_≥0)

MISSING

Distinct	2260
Distinct (%)	24.6%
Missing	364
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	82.46914674
Minimum	2.29
Maximum	90
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	2.29
5-th percentile	46.4145
Q1	83.92
median	88.5
Q3	89.77
95-th percentile	89.97
Maximum	90
Range	87.71
Interquartile range (IQR)	5.85

Descriptive statistics

Standard deviation	15.22362696
Coefficient of variation (CV)	0.1845978473
Kurtosis	9.247774892
Mean	82.46914674
Median Absolute Deviation (MAD)	1.45
Skewness	-3.04344561
Sum	758716.15
Variance	231.7588178
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89.95	879	9.2%
89.99	181	1.9%
89.98	131	1.4%
89.38	130	1.4%
90	123	1.3%
89.97	109	1.1%
89.96	86	0.9%
89.93	86	0.9%
89.94	72	0.8%
88.81	62	0.6%
Other values (2250)	7341	76.8%
(Missing)	364	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.29	1	< 0.1%
5.26	1	< 0.1%
5.58	1	< 0.1%
5.73	1	< 0.1%
6.71	1	< 0.1%

Value	Count	Frequency (%)
90	123	1.3%
89.99	181	1.9%
89.98	131	1.4%
89.97	109	1.1%
89.96	86	0.9%

koi_teq
Real number (ℝ_≥0)

MISSING

Distinct	2511
Distinct (%)	27.3%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	1085.385828
Minimum	25
Maximum	14667
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	25
5-th percentile	256
Q1	539
median	878
Q3	1379
95-th percentile	2545
Maximum	14667
Range	14642
Interquartile range (IQR)	840

Descriptive statistics

Standard deviation	856.3511615
Coefficient of variation (CV)	0.7889831797
Kurtosis	27.68759662
Mean	1085.385828
Median Absolute Deviation (MAD)	388
Skewness	3.505694051
Sum	9986635
Variance	733337.3118
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
734	14	0.1%
523	14	0.1%
530	14	0.1%
729	14	0.1%
554	14	0.1%
568	13	0.1%
321	13	0.1%
503	13	0.1%
676	13	0.1%
830	13	0.1%
Other values (2501)	9066	94.8%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
25	1	< 0.1%
92	1	< 0.1%
94	1	< 0.1%
101	1	< 0.1%
106	1	< 0.1%

Value	Count	Frequency (%)
14667	1	< 0.1%
13184	1	< 0.1%
11804	1	< 0.1%
10634	1	< 0.1%
10340	1	< 0.1%

koi_insol
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	7801
Distinct (%)	84.4%
Missing	321
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%

Mean	7745.737023
Minimum	0
Maximum	10947554.55
Zeros	1
Zeros (%)	< 0.1%
Memory size	74.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.021
Q1	20.15
median	141.6
Q3	870.29
95-th percentile	10018.065
Maximum	10947554.55
Range	10947554.55
Interquartile range (IQR)	850.14

Descriptive statistics

Standard deviation	159204.6652
Coefficient of variation (CV)	20.55384333
Kurtosis	2965.678172
Mean	7745.737023
Median Absolute Deviation (MAD)	138.95
Skewness	49.94777667
Sum	71593847.3
Variance	2.534612542 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.35	11	0.1%
1.28	11	0.1%
0.52	10	0.1%
0.58	10	0.1%
0.45	9	0.1%
0.47	9	0.1%
0.51	9	0.1%
0.74	9	0.1%
0.8	9	0.1%
0.81	9	0.1%
Other values (7791)	9147	95.6%
(Missing)	321	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.02	2	< 0.1%
0.03	4	< 0.1%
0.04	2	< 0.1%
0.06	1	< 0.1%

Value	Count	Frequency (%)
10947554.55	1	< 0.1%
7165673.12	1	< 0.1%
4601339.96	1	< 0.1%
3036857.56	1	< 0.1%
2710661.9	1	< 0.1%

koi_dor
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED

Distinct	6210
Distinct (%)	67.5%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	76.73633334
Minimum	0.373
Maximum	79614
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	0.373
5-th percentile	1.46
Q1	5.358
median	15.46
Q3	45.37
95-th percentile	321.6
Maximum	79614
Range	79613.627
Interquartile range (IQR)	40.012

Descriptive statistics

Standard deviation	845.2745977
Coefficient of variation (CV)	11.01531127
Kurtosis	8523.872348
Mean	76.73633334
Median Absolute Deviation (MAD)	12.408
Skewness	90.61673425
Sum	706051.0031
Variance	714489.1455
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.2	10	0.1%
23.2	9	0.1%
24.7	9	0.1%
6.19	9	0.1%
25	8	0.1%
21.2	8	0.1%
22	8	0.1%
21.6	8	0.1%
28	7	0.1%
26.6	7	0.1%
Other values (6200)	9118	95.3%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.373	1	< 0.1%
0.386	1	< 0.1%
0.56	1	< 0.1%
0.9515	1	< 0.1%
0.977	1	< 0.1%

Value	Count	Frequency (%)
79614	1	< 0.1%
2421.7	1	< 0.1%
2273	1	< 0.1%
2188	1	< 0.1%
2162.9	1	< 0.1%

koi_limbdark_mod
Categorical

CONSTANT
HIGH CORRELATION
MISSING
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	363
Missing (%)	3.8%
Memory size	74.8 KiB

Claret (2011 A&A 529 75) ATLAS LS	9201

Length

Max length	33
Median length	33
Mean length	33
Min length	33

Characters and Unicode

Total characters	303633
Distinct characters	20
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Claret (2011 A&A 529 75) ATLAS LS
2nd row	Claret (2011 A&A 529 75) ATLAS LS
3rd row	Claret (2011 A&A 529 75) ATLAS LS
4th row	Claret (2011 A&A 529 75) ATLAS LS
5th row	Claret (2011 A&A 529 75) ATLAS LS

Value	Count	Frequency (%)
Claret (2011 A&A 529 75) ATLAS LS	9201	96.2%
(Missing)	363	3.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
atlas	9201	14.3%
ls	9201	14.3%
a&a	9201	14.3%
529	9201	14.3%
claret	9201	14.3%
2011	9201	14.3%
75	9201	14.3%

Most occurring characters

Value	Count	Frequency (%)
	55206	18.2%
A	36804	12.1%
2	18402	6.1%
1	18402	6.1%
5	18402	6.1%
L	18402	6.1%
S	18402	6.1%
C	9201	3.0%
l	9201	3.0%
a	9201	3.0%
Other values (10)	92010	30.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	92010	30.3%
Decimal Number	82809	27.3%
Space Separator	55206	18.2%
Lowercase Letter	46005	15.2%
Open Punctuation	9201	3.0%
Other Punctuation	9201	3.0%
Close Punctuation	9201	3.0%

Most frequent character per category

Value	Count	Frequency (%)
2	18402	22.2%
1	18402	22.2%
5	18402	22.2%
0	9201	11.1%
9	9201	11.1%
7	9201	11.1%

Value	Count	Frequency (%)
A	36804	40.0%
L	18402	20.0%
S	18402	20.0%
C	9201	10.0%
T	9201	10.0%

Value	Count	Frequency (%)
l	9201	20.0%
a	9201	20.0%
r	9201	20.0%
e	9201	20.0%
t	9201	20.0%

Value	Count	Frequency (%)
	55206	100.0%

Value	Count	Frequency (%)
(	9201	100.0%

Value	Count	Frequency (%)
&	9201	100.0%

Value	Count	Frequency (%)
)	9201	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	165618	54.5%
Latin	138015	45.5%

Most frequent character per script

Value	Count	Frequency (%)
A	36804	26.7%
L	18402	13.3%
S	18402	13.3%
C	9201	6.7%
l	9201	6.7%
a	9201	6.7%
r	9201	6.7%
e	9201	6.7%
t	9201	6.7%
T	9201	6.7%

Value	Count	Frequency (%)
	55206	33.3%
2	18402	11.1%
1	18402	11.1%
5	18402	11.1%
(	9201	5.6%
0	9201	5.6%
&	9201	5.6%
9	9201	5.6%
7	9201	5.6%
)	9201	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	303633	100.0%

Most frequent character per block

Value	Count	Frequency (%)
	55206	18.2%
A	36804	12.1%
2	18402	6.1%
1	18402	6.1%
5	18402	6.1%
L	18402	6.1%
S	18402	6.1%
C	9201	3.0%
l	9201	3.0%
a	9201	3.0%
Other values (10)	92010	30.3%

koi_ldm_coeff2
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	1080
Distinct (%)	11.7%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	0.2544391044
Minimum	-0.1206
Maximum	0.4822
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	-0.1206
5-th percentile	0.1171
Q1	0.2286
median	0.2711
Q3	0.2998
95-th percentile	0.318
Maximum	0.4822
Range	0.6028
Interquartile range (IQR)	0.0712

Descriptive statistics

Standard deviation	0.06480594611
Coefficient of variation (CV)	0.2547012035
Kurtosis	2.505361272
Mean	0.2544391044
Median Absolute Deviation (MAD)	0.0318
Skewness	-1.218318243
Sum	2341.0942
Variance	0.004199810651
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2622	251	2.6%
0.2889	246	2.6%
0.2676	207	2.2%
0.2916	194	2.0%
0.2787	185	1.9%
0.302	170	1.8%
0.2602	167	1.7%
0.2291	161	1.7%
0.2965	156	1.6%
0.2865	145	1.5%
Other values (1070)	7319	76.5%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1206	3	< 0.1%
-0.1204	1	< 0.1%
-0.1198	1	< 0.1%
-0.1193	1	< 0.1%
-0.1158	1	< 0.1%

Value	Count	Frequency (%)
0.4822	1	< 0.1%
0.464	2	< 0.1%
0.4515	1	< 0.1%
0.4467	1	< 0.1%
0.4418	15	0.2%

koi_ldm_coeff1
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1322
Distinct (%)	14.4%
Missing	363
Missing (%)	3.8%
Infinite	0
Infinite (%)	0.0%

Mean	0.4076165417
Minimum	0.1254
Maximum	0.9486
Zeros	0
Zeros (%)	0.0%
Memory size	74.8 KiB

Quantile statistics

Minimum	0.1254
5-th percentile	0.2736
Q1	0.3268
median	0.392
Q3	0.4641
95-th percentile	0.6188
Maximum	0.9486
Range	0.8232
Interquartile range (IQR)	0.1373

Descriptive statistics

Standard deviation	0.1060755203
Coefficient of variation (CV)	0.2602336006
Kurtosis	0.9216967819
Mean	0.4076165417
Median Absolute Deviation (MAD)	0.0682
Skewness	0.9110793731
Sum	3750.4798
Variance	0.011252016
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4035	250	2.6%
0.3511	244	2.6%
0.3928	207	2.2%
0.3447	196	2.0%
0.319	169	1.8%
0.4096	165	1.7%
0.4603	160	1.7%
0.3342	154	1.6%
0.3728	148	1.5%
0.4526	143	1.5%
Other values (1312)	7365	77.0%
(Missing)	363	3.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1254	1	< 0.1%
0.1278	1	< 0.1%
0.1504	2	< 0.1%
0.163	2	< 0.1%
0.1631	1	< 0.1%

Value	Count	Frequency (%)
0.9486	1	< 0.1%
0.9443	1	< 0.1%
0.9428	1	< 0.1%
0.9389	3	< 0.1%
0.9386	1	< 0.1%

koi_parm_prov
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	74.8 KiB

q1_q17_dr25_koi	8054
q1_q16_koi	1142
q1_q17_dr24_koi	368

Length

Max length	15
Median length	15
Mean length	14.40296947
Min length	10

Characters and Unicode

Total characters	137750
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	q1_q17_dr25_koi
2nd row	q1_q17_dr25_koi
3rd row	q1_q17_dr25_koi
4th row	q1_q17_dr25_koi
5th row	q1_q17_dr25_koi

Value	Count	Frequency (%)
q1_q17_dr25_koi	8054	84.2%
q1_q16_koi	1142	11.9%
q1_q17_dr24_koi	368	3.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
q1_q17_dr25_koi	8054	84.2%
q1_q16_koi	1142	11.9%
q1_q17_dr24_koi	368	3.8%

Most occurring characters

Value	Count	Frequency (%)
_	27550	20.0%
q	19128	13.9%
1	19128	13.9%
k	9564	6.9%
o	9564	6.9%
i	9564	6.9%
7	8422	6.1%
d	8422	6.1%
r	8422	6.1%
2	8422	6.1%
Other values (3)	9564	6.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	64664	46.9%
Decimal Number	45536	33.1%
Connector Punctuation	27550	20.0%

Most frequent character per category

Value	Count	Frequency (%)
q	19128	29.6%
k	9564	14.8%
o	9564	14.8%
i	9564	14.8%
d	8422	13.0%
r	8422	13.0%

Value	Count	Frequency (%)
1	19128	42.0%
7	8422	18.5%
2	8422	18.5%
5	8054	17.7%
6	1142	2.5%
4	368	0.8%

Value	Count	Frequency (%)
_	27550	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	73086	53.1%
Latin	64664	46.9%

Most frequent character per script

Value	Count	Frequency (%)
_	27550	37.7%
1	19128	26.2%
7	8422	11.5%
2	8422	11.5%
5	8054	11.0%
6	1142	1.6%
4	368	0.5%

Value	Count	Frequency (%)
q	19128	29.6%
k	9564	14.8%
o	9564	14.8%
i	9564	14.8%
d	8422	13.0%
r	8422	13.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	137750	100.0%

Most frequent character per block

Value	Count	Frequency (%)
_	27550	20.0%
q	19128	13.9%
1	19128	13.9%
k	9564	6.9%
o	9564	6.9%
i	9564	6.9%
7	8422	6.1%
d	8422	6.1%
r	8422	6.1%
2	8422	6.1%
Other values (3)	9564	6.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	koi_period	koi_time0bk	koi_time0	koi_impact	koi_duration	koi_depth	koi_ror	koi_srho	koi_fittype	koi_prad	koi_sma	koi_incl	koi_teq	koi_insol	koi_dor	koi_limbdark_mod	koi_ldm_coeff2	koi_ldm_coeff1	koi_parm_prov
0	9.488036	170.538750	2455003.539	0.146	2.95750	616.0	0.022344	3.20796	LS+MCMC	2.26	0.0853	89.66	793.0	93.59	24.810	Claret (2011 A&A 529 75) ATLAS LS	0.2291	0.4603	q1_q17_dr25_koi
1	54.418383	162.513840	2454995.514	0.586	4.50700	875.0	0.027954	3.02368	LS+MCMC	2.83	0.2734	89.57	443.0	9.11	77.900	Claret (2011 A&A 529 75) ATLAS LS	0.2291	0.4603	q1_q17_dr25_koi
2	19.899140	175.850252	2455008.850	0.969	1.78220	10800.0	0.154046	7.29555	LS+MCMC	14.60	0.1419	88.96	638.0	39.30	53.500	Claret (2011 A&A 529 75) ATLAS LS	0.2711	0.3858	q1_q17_dr25_koi
3	1.736952	170.307565	2455003.308	1.276	2.40641	8080.0	0.387394	0.22080	LS+MCMC	33.46	0.0267	67.09	1395.0	891.96	3.278	Claret (2011 A&A 529 75) ATLAS LS	0.2865	0.3556	q1_q17_dr25_koi
4	2.525592	171.595550	2455004.596	0.701	1.65450	603.0	0.024064	1.98635	LS+MCMC	2.75	0.0374	85.41	1406.0	926.16	8.750	Claret (2011 A&A 529 75) ATLAS LS	0.2844	0.3661	q1_q17_dr25_koi
5	11.094321	171.201160	2455004.201	0.538	4.59450	1520.0	0.036779	0.67324	LS+MCMC	3.90	0.0992	88.11	835.0	114.81	16.360	Claret (2011 A&A 529 75) ATLAS LS	0.2889	0.3511	q1_q17_dr25_koi
6	4.134435	172.979370	2455005.979	0.762	3.14020	686.0	0.026133	0.37377	LS+MCMC	2.77	0.0514	83.72	1160.0	427.65	6.960	Claret (2011 A&A 529 75) ATLAS LS	0.2889	0.3511	q1_q17_dr25_koi
7	2.566589	179.554370	2455012.554	0.755	2.42900	227.0	0.014983	0.48909	LS+MCMC	1.59	0.0374	82.17	1360.0	807.74	5.540	Claret (2011 A&A 529 75) ATLAS LS	0.2889	0.3511	q1_q17_dr25_koi
8	7.361790	132.250530	2454965.251	1.169	5.02200	234.0	0.183387	0.00485	LS+MCMC	39.21	0.0820	60.92	1342.0	767.22	2.400	Claret (2011 A&A 529 75) ATLAS LS	0.3050	0.3201	q1_q17_dr25_koi
9	16.068647	173.621937	2455006.622	0.052	3.53470	4910.0	0.062161	3.66590	LS+MCMC	5.76	0.1158	89.92	600.0	30.75	36.850	Claret (2011 A&A 529 75) ATLAS LS	0.1451	0.5820	q1_q17_dr25_koi

Last rows

	koi_period	koi_time0bk	koi_time0	koi_impact	koi_duration	koi_depth	koi_ror	koi_srho	koi_fittype	koi_prad	koi_sma	koi_incl	koi_teq	koi_insol	koi_dor	koi_limbdark_mod	koi_ldm_coeff2	koi_ldm_coeff1	koi_parm_prov
9554	330.808790	281.156800	2455114.157	0.920	21.6690	275.0	0.018286	0.02293	LS+MCMC	2.13	0.9363	88.97	290.0	1.67	51.000	Claret (2011 A&A 529 75) ATLAS LS	0.3032	0.3147	q1_q17_dr25_koi
9555	522.646130	190.338900	2455023.339	0.007	17.7700	648.0	0.022942	0.84129	LS+MCMC	0.80	0.8695	90.00	92.0	0.02	230.000	Claret (2011 A&A 529 75) ATLAS LS	0.3775	0.3402	q1_q17_dr25_koi
9556	392.942470	383.673000	2455216.673	0.010	11.0550	120.0	0.010146	2.52821	LS+MCMC	1.60	1.0123	90.00	347.0	3.43	274.000	Claret (2011 A&A 529 75) ATLAS LS	0.2998	0.2903	q1_q17_dr25_koi
9557	373.893980	261.496800	2455094.497	0.963	27.6600	730.0	0.032878	0.00771	LS+MCMC	2.51	0.8885	88.57	206.0	0.42	38.500	Claret (2011 A&A 529 75) ATLAS LS	0.2337	0.4535	q1_q17_dr25_koi
9558	8.589871	132.016100	2454965.016	0.765	4.8060	87.7	0.009364	0.18863	LS+MCMC	1.11	0.0779	85.14	929.0	176.40	9.030	Claret (2011 A&A 529 75) ATLAS LS	0.2711	0.3858	q1_q17_dr25_koi
9559	0.527699	131.705093	2454964.705	1.252	3.2221	1580.0	0.297633	0.16318	LS+MCMC	29.35	0.0128	20.78	2088.0	4500.53	1.339	Claret (2011 A&A 529 75) ATLAS LS	0.2602	0.4096	q1_q17_dr25_koi
9560	1.739849	133.001270	2454966.001	0.043	3.1140	48.5	0.006379	0.50770	LS+MCMC	0.72	0.0290	89.42	1608.0	1585.81	4.331	Claret (2011 A&A 529 75) ATLAS LS	0.2868	0.3588	q1_q17_dr25_koi
9561	0.681402	132.181750	2454965.182	0.147	0.8650	104.0	0.009444	8.97692	LS+MCMC	1.07	0.0157	88.60	2218.0	5713.41	6.040	Claret (2011 A&A 529 75) ATLAS LS	0.3029	0.3239	q1_q17_dr25_koi
9562	333.486169	153.615010	2454986.615	0.214	3.1990	639.0	0.022590	85.88623	LS+MCMC	19.30	1.2233	89.98	557.0	22.68	796.000	Claret (2011 A&A 529 75) ATLAS LS	0.1697	0.5559	q1_q17_dr25_koi
9563	4.856035	135.993300	2454968.993	0.134	3.0780	76.7	0.008076	1.40645	LS+MCMC	1.05	0.0606	89.36	1266.0	607.42	12.060	Claret (2011 A&A 529 75) ATLAS LS	0.3138	0.2998	q1_q17_dr25_koi

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows